“Build a boat,” Eleanor muttered, staring at the list in her husband, Henry’s, desk drawer. That was a new one. “Learn to speak French,” she read. That was already checked off. They had, just last month, been struggling through a few French lessons together. She glanced at the bottom of the list, a list that wasn't very long. It read: “Become a better person.”

Eleanor picked up the paper and threw it back into the drawer. It didn't seem to make a difference. She left him to his projects.

Emotion: offended

Cluster: Anger / Hostility
PC1 (Valence): -1.20 Negative
PC2 (Disposition): 1.44

Role in Research

This story is one of 1,000 stories generated for the emotion offended. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 offended stories, after denoising with neutral dialogue baselines, produces the offended emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the offended vector is projected through the unembedding matrix.

Promoted:
l0.348
0.266
😡0.260
🤬0.259
0.257
Suppressed:
adventurous-0.225
давно-0.219
soon-0.210
🤩-0.207
warmly-0.203